Overview

Dataset info

Number of variables38
Number of observations300000
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory87.0 MiB
Average record size in memory304.0 B

Variables types

Numeric23
Categorical7
Boolean5
Date0
URL0
Text (Unique)0
Rejected3
Unsupported0

Warnings

var10 has 210371 (70.1%) zeros Zeros
var11 has 253621 (84.5%) zeros Zeros
var12 has 24118 (8.0%) zeros Zeros
var14 has 212476 (70.8%) zeros Zeros
var2 has 288810 (96.3%) zeros Zeros
var21 has 25538 (8.5%) zeros Zeros
var22 is highly correlated with var13 (ρ = 0.9039894224) Rejected
var23 is highly correlated with var13 (ρ = 0.9025962546) Rejected
var24 has 146090 (48.7%) zeros Zeros
var28 has 173435 (57.8%) zeros Zeros
var29 has 173582 (57.9%) zeros Zeros
var3 has 193891 (64.6%) zeros Zeros
var30 has constant value "." Rejected
var31 has 280292 (93.4%) zeros Zeros
var5 has 258691 (86.2%) zeros Zeros
var6 has 30269 (10.1%) zeros Zeros
var7 has 231090 (77.0%) zeros Zeros
var8 has 112949 (37.6%) zeros Zeros

Variables

cust_id
Numeric

Distinct count300000
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean250000.5
Minimum100001
Maximum400000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum100001
5-th percentile115000.95
Q1175000.75
Median250000.5
Q3325000.25
95-th percentile385000.05
Maximum400000
Range299999
Interquartile range149999.5

Descriptive statistics

Standard deviation86602.68472
Coef of variation0.346410046
Kurtosis-1.2
Mean250000.5
MAD75000
Skewness0
Sum7.500015e+10
Variance7500025000
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[100001. 400000.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
396537 1 < 0.1%
 
335491 1 < 0.1%
 
352774 1 < 0.1%
 
335479 1 < 0.1%
 
167740 1 < 0.1%
 
354682 1 < 0.1%
 
335481 1 < 0.1%
 
167741 1 < 0.1%
 
335483 1 < 0.1%
 
167742 1 < 0.1%
 
Other values (299990) 299990 > 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
100001 1 < 0.1%
 
100002 1 < 0.1%
 
100003 1 < 0.1%
 
100004 1 < 0.1%
 
100005 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
400000 1 < 0.1%
 
399999 1 < 0.1%
 
399998 1 < 0.1%
 
399997 1 < 0.1%
 
399996 1 < 0.1%
 

self_service_platform
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Desktop
184194
Mobile App
55595
Mobile Web
48063
ValueCountFrequency (%) 
Desktop 184194 61.4%
 
Mobile App 55595 18.5%
 
Mobile Web 48063 16.0%
 
STB 12148 4.0%
 
Max length10
Mean length7.874606667
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

var1
Numeric

Distinct count15684
Unique (%)5.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2987.161307
Minimum20
Maximum17337
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum20
5-th percentile133
Q1544
Median1862
Q33616
95-th percentile10630.05
Maximum17337
Range17317
Interquartile range3072

Descriptive statistics

Standard deviation3349.886526
Coef of variation1.121428066
Kurtosis2.459042654
Mean2987.161307
MAD2483.13401
Skewness1.701164708
Sum896148392
Variance11221739.74
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 20. 20.5 50.5 51.5 111.5 ... 7934.5 13016.5 16744.5 17104.5 17337. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
142 274 0.1%
 
147 245 0.1%
 
293 234 0.1%
 
51 228 0.1%
 
136 219 0.1%
 
117 206 0.1%
 
310 201 0.1%
 
135 198 0.1%
 
112 198 0.1%
 
118 195 0.1%
 
Other values (15674) 297802 99.3%
 

Minimum 5 values

ValueCountFrequency (%) 
20 85 < 0.1%
 
21 82 < 0.1%
 
22 96 < 0.1%
 
23 92 < 0.1%
 
24 102 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
17337 1 < 0.1%
 
17336 1 < 0.1%
 
17330 1 < 0.1%
 
17329 1 < 0.1%
 
17327 1 < 0.1%
 

var10
Numeric

Distinct count200
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.18996
Minimum0
Maximum343
Zeros (%)70.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile10
Maximum343
Range343
Interquartile range1

Descriptive statistics

Standard deviation14.64196651
Coef of variation4.590015707
Kurtosis65.76098123
Mean3.18996
MAD5.154559063
Skewness7.385918786
Sum956988
Variance214.3871832
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 24.5 65.5 149.5 156.5 343. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 210371 70.1%
 
1 37449 12.5%
 
2 15881 5.3%
 
3 6313 2.1%
 
5 2488 0.8%
 
4 2390 0.8%
 
8 2248 0.7%
 
10 2187 0.7%
 
7 2108 0.7%
 
11 2095 0.7%
 
Other values (190) 16470 5.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 210371 70.1%
 
1 37449 12.5%
 
2 15881 5.3%
 
3 6313 2.1%
 
4 2390 0.8%
 

Maximum 5 values

ValueCountFrequency (%) 
343 1 < 0.1%
 
342 1 < 0.1%
 
341 1 < 0.1%
 
334 1 < 0.1%
 
332 1 < 0.1%
 

var11
Numeric

Distinct count12
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.3548266667
Minimum0
Maximum11
Zeros (%)84.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile2
Maximum11
Range11
Interquartile range0

Descriptive statistics

Standard deviation1.131227491
Coef of variation3.188112949
Kurtosis26.00270102
Mean0.3548266667
MAD0.5999432935
Skewness4.662376591
Sum106448
Variance1.279675636
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=12)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 7.5 8.5 10.5 11. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 253621 84.5%
 
1 24328 8.1%
 
3 7483 2.5%
 
2 7232 2.4%
 
7 1497 0.5%
 
5 1485 0.5%
 
6 1481 0.5%
 
4 1465 0.5%
 
8 764 0.3%
 
11 222 0.1%
 
Other values (2) 422 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 253621 84.5%
 
1 24328 8.1%
 
2 7232 2.4%
 
3 7483 2.5%
 
4 1465 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
11 222 0.1%
 
10 205 0.1%
 
9 217 0.1%
 
8 764 0.3%
 
7 1497 0.5%
 

var12
Numeric

Distinct count8036
Unique (%)2.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean567.0044167
Minimum0
Maximum10198
Zeros (%)8.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q127
Median183
Q3589
95-th percentile2425
Maximum10198
Range10198
Interquartile range562

Descriptive statistics

Standard deviation1185.068602
Coef of variation2.090051801
Kurtosis24.1055967
Mean567.0044167
MAD637.0360422
Skewness4.525367495
Sum170101325
Variance1404387.592
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 1.9500e+01 2.6500e+01 ... 2.9415e+03 4.6145e+03 8.3875e+03 9.7850e+03 1.0198e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 24118 8.0%
 
1 6494 2.2%
 
2 1967 0.7%
 
7 1903 0.6%
 
11 1902 0.6%
 
14 1865 0.6%
 
9 1859 0.6%
 
17 1850 0.6%
 
18 1849 0.6%
 
15 1848 0.6%
 
Other values (8026) 254345 84.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 24118 8.0%
 
1 6494 2.2%
 
2 1967 0.7%
 
3 1841 0.6%
 
4 1834 0.6%
 

Maximum 5 values

ValueCountFrequency (%) 
10198 1 < 0.1%
 
10192 2 < 0.1%
 
10187 1 < 0.1%
 
10184 2 < 0.1%
 
10183 1 < 0.1%
 

var13
Numeric

Distinct count1894
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean509.44858
Minimum0
Maximum1893
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile68
Q1174
Median437
Q3708
95-th percentile1273
Maximum1893
Range1893
Interquartile range534

Descriptive statistics

Standard deviation378.7793299
Coef of variation0.7435084614
Kurtosis0.4150410677
Mean509.44858
MAD300.9163942
Skewness0.9230621604
Sum152834574
Variance143473.7807
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.7500e+01 1.8500e+01 6.2500e+01 ... 1.0055e+03 1.4575e+03 1.7545e+03 1.8455e+03 1.8930e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
83 1288 0.4%
 
71 1267 0.4%
 
79 1206 0.4%
 
75 1161 0.4%
 
78 1152 0.4%
 
77 1131 0.4%
 
73 1118 0.4%
 
72 1110 0.4%
 
76 1106 0.4%
 
81 1100 0.4%
 
Other values (1884) 288361 96.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 138 < 0.1%
 
1 164 0.1%
 
2 169 0.1%
 
3 162 0.1%
 
4 133 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1893 4 < 0.1%
 
1892 2 < 0.1%
 
1891 4 < 0.1%
 
1890 3 < 0.1%
 
1889 4 < 0.1%
 

var14
Numeric

Distinct count13
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.4319466667
Minimum0
Maximum12
Zeros (%)70.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile2
Maximum12
Range12
Interquartile range1

Descriptive statistics

Standard deviation0.9768991375
Coef of variation2.261619808
Kurtosis37.63966083
Mean0.4319466667
MAD0.611855333
Skewness4.972812833
Sum129584
Variance0.9543319249
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=13)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 5.5 6.5 11.5 12. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 212476 70.8%
 
1 68700 22.9%
 
2 11069 3.7%
 
4 2003 0.7%
 
3 1902 0.6%
 
5 1893 0.6%
 
6 853 0.3%
 
12 197 0.1%
 
8 195 0.1%
 
7 188 0.1%
 
Other values (3) 524 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 212476 70.8%
 
1 68700 22.9%
 
2 11069 3.7%
 
3 1902 0.6%
 
4 2003 0.7%
 

Maximum 5 values

ValueCountFrequency (%) 
12 197 0.1%
 
11 151 0.1%
 
10 187 0.1%
 
9 186 0.1%
 
8 195 0.1%
 

var15
Numeric

Distinct count3658
Unique (%)1.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean241.37992
Minimum1
Maximum3806
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile12
Q163
Median141
Q3225
95-th percentile812
Maximum3806
Range3805
Interquartile range162

Descriptive statistics

Standard deviation419.362044
Coef of variation1.737352651
Kurtosis28.59624494
Mean241.37992
MAD203.8769603
Skewness4.966453331
Sum72413976
Variance175864.5239
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1.0000e+00 1.5000e+00 2.5000e+00 3.5000e+00 8.5000e+00 ... 9.8650e+02 1.1685e+03 3.1045e+03 3.7705e+03 3.8060e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
27 1910 0.6%
 
165 1873 0.6%
 
3 1843 0.6%
 
106 1810 0.6%
 
13 1695 0.6%
 
102 1620 0.5%
 
107 1596 0.5%
 
105 1567 0.5%
 
146 1554 0.5%
 
2 1542 0.5%
 
Other values (3648) 282990 94.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1111 0.4%
 
2 1542 0.5%
 
3 1843 0.6%
 
4 1104 0.4%
 
5 1161 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
3806 1 < 0.1%
 
3805 2 < 0.1%
 
3804 2 < 0.1%
 
3803 1 < 0.1%
 
3801 1 < 0.1%
 

var16
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
283879
1
 
16121
ValueCountFrequency (%) 
0 283879 94.6%
 
1 16121 5.4%
 

var2
Numeric

Distinct count32
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.56782
Minimum0
Maximum31
Zeros (%)96.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum31
Range31
Interquartile range0

Descriptive statistics

Standard deviation3.352299396
Coef of variation5.903806481
Kurtosis44.21742383
Mean0.56782
MAD1.093280628
Skewness6.547950247
Sum170346
Variance11.23791124
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=32)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 2.5 29.5 30.5 31. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 288810 96.3%
 
2 478 0.2%
 
1 461 0.2%
 
4 397 0.1%
 
10 386 0.1%
 
7 383 0.1%
 
16 381 0.1%
 
18 377 0.1%
 
12 377 0.1%
 
5 376 0.1%
 
Other values (22) 7574 2.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 288810 96.3%
 
1 461 0.2%
 
2 478 0.2%
 
3 346 0.1%
 
4 397 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
31 222 0.1%
 
30 236 0.1%
 
29 335 0.1%
 
28 345 0.1%
 
27 327 0.1%
 

var21
Numeric

Distinct count101
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean21.04783667
Minimum0
Maximum100
Zeros (%)8.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q18
Median15
Q334
95-th percentile60
Maximum100
Range100
Interquartile range26

Descriptive statistics

Standard deviation19.66576867
Coef of variation0.9343368149
Kurtosis1.820637864
Mean21.04783667
MAD15.31755222
Skewness1.372716951
Sum6314351
Variance386.7424575
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 2.5 3.5 4.5 ... 53.5 67.5 87.5 99.5 100. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 25538 8.5%
 
15 13281 4.4%
 
8 10931 3.6%
 
4 10901 3.6%
 
9 10107 3.4%
 
10 10026 3.3%
 
11 9843 3.3%
 
12 9738 3.2%
 
14 9714 3.2%
 
13 9654 3.2%
 
Other values (91) 180267 60.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 25538 8.5%
 
1 9256 3.1%
 
2 9081 3.0%
 
3 9568 3.2%
 
4 10901 3.6%
 

Maximum 5 values

ValueCountFrequency (%) 
100 293 0.1%
 
99 293 0.1%
 
98 276 0.1%
 
97 262 0.1%
 
96 262 0.1%
 

var22
Highly correlated

This variable is highly correlated with var13 and should be ignored for analysis

Correlation0.9039894224

var23
Highly correlated

This variable is highly correlated with var13 and should be ignored for analysis

Correlation0.9025962546

var24
Numeric

Distinct count149
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean14.91602333
Minimum0
Maximum148
Zeros (%)48.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median1
Q319
95-th percentile79
Maximum148
Range148
Interquartile range19

Descriptive statistics

Standard deviation31.07231044
Coef of variation2.083149761
Kurtosis9.792276733
Mean14.91602333
MAD19.03585963
Skewness3.113477409
Sum4474807
Variance965.4884762
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 110.5 113.5 134.5 147.5 148. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 146090 48.7%
 
1 33185 11.1%
 
20 11866 4.0%
 
21 11215 3.7%
 
148 9933 3.3%
 
14 5262 1.8%
 
16 4191 1.4%
 
15 4040 1.3%
 
2 3773 1.3%
 
4 2381 0.8%
 
Other values (139) 68064 22.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 146090 48.7%
 
1 33185 11.1%
 
2 3773 1.3%
 
3 2281 0.8%
 
4 2381 0.8%
 

Maximum 5 values

ValueCountFrequency (%) 
148 9933 3.3%
 
147 20 < 0.1%
 
146 16 < 0.1%
 
145 18 < 0.1%
 
144 24 < 0.1%
 

var25
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
283835
1
 
16165
ValueCountFrequency (%) 
0 283835 94.6%
 
1 16165 5.4%
 

var26
Numeric

Distinct count841
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean18.25891333
Minimum0
Maximum845
Zeros (%)0.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
Median5
Q310
95-th percentile29
Maximum845
Range845
Interquartile range8

Descriptive statistics

Standard deviation73.2705098
Coef of variation4.012862565
Kurtosis60.4085094
Mean18.25891333
MAD23.01293016
Skewness7.484277853
Sum5477674
Variance5368.567606
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 3.350e+01 5.850e+01 2.625e+02 7.790e+02 8.450e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 49614 16.5%
 
3 37078 12.4%
 
6 29498 9.8%
 
2 25272 8.4%
 
5 25210 8.4%
 
4 23768 7.9%
 
7 17437 5.8%
 
13 13993 4.7%
 
14 12069 4.0%
 
8 9327 3.1%
 
Other values (831) 56734 18.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1463 0.5%
 
1 49614 16.5%
 
2 25272 8.4%
 
3 37078 12.4%
 
4 23768 7.9%
 

Maximum 5 values

ValueCountFrequency (%) 
845 4 < 0.1%
 
844 2 < 0.1%
 
843 2 < 0.1%
 
842 1 < 0.1%
 
841 3 < 0.1%
 

var27
Numeric

Distinct count2291
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean210.0773233
Minimum0
Maximum21814
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile43
Q179
Median136
Q3181
95-th percentile256
Maximum21814
Range21814
Interquartile range102

Descriptive statistics

Standard deviation1024.015097
Coef of variation4.874467554
Kurtosis264.1941356
Mean210.0773233
MAD154.3835418
Skewness15.76408102
Sum63023197
Variance1048606.918
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 9.5000e+00 2.6500e+01 3.9500e+01 ... 2.7350e+02 2.8450e+02 3.9250e+02 4.1800e+02 2.1814e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
213 4321 1.4%
 
214 4198 1.4%
 
216 4092 1.4%
 
217 4025 1.3%
 
215 4003 1.3%
 
153 3022 1.0%
 
170 2443 0.8%
 
113 2369 0.8%
 
110 2242 0.7%
 
139 2205 0.7%
 
Other values (2281) 267080 89.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 178 0.1%
 
1 160 0.1%
 
2 170 0.1%
 
3 165 0.1%
 
4 165 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
21814 1 < 0.1%
 
21803 1 < 0.1%
 
21797 1 < 0.1%
 
21780 1 < 0.1%
 
21774 1 < 0.1%
 

var28
Numeric

Distinct count1488
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean16.59846
Minimum0
Maximum2338
Zeros (%)57.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q37
95-th percentile27
Maximum2338
Range2338
Interquartile range7

Descriptive statistics

Standard deviation114.5120976
Coef of variation6.898959156
Kurtosis221.3998696
Mean16.59846
MAD25.73649106
Skewness13.96648105
Sum4979538
Variance13113.0205
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 4.250e+01 1.155e+02 3.065e+02 3.445e+02 2.338e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 173435 57.8%
 
11 16157 5.4%
 
10 14656 4.9%
 
2 12565 4.2%
 
1 10612 3.5%
 
3 7769 2.6%
 
6 7054 2.4%
 
8 5167 1.7%
 
7 5013 1.7%
 
9 4636 1.5%
 
Other values (1478) 42936 14.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 173435 57.8%
 
1 10612 3.5%
 
2 12565 4.2%
 
3 7769 2.6%
 
4 4622 1.5%
 

Maximum 5 values

ValueCountFrequency (%) 
2338 1 < 0.1%
 
2334 2 < 0.1%
 
2332 1 < 0.1%
 
2331 2 < 0.1%
 
2329 1 < 0.1%
 

var29
Numeric

Distinct count1394
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean15.21117667
Minimum0
Maximum2023
Zeros (%)57.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q37
95-th percentile26
Maximum2023
Range2023
Interquartile range7

Descriptive statistics

Standard deviation100.5150909
Coef of variation6.607976039
Kurtosis214.2597354
Mean15.21117667
MAD23.28688922
Skewness13.68665308
Sum4563353
Variance10103.28351
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 4.150e+01 7.650e+01 2.875e+02 3.215e+02 2.023e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 173582 57.9%
 
11 15397 5.1%
 
10 14460 4.8%
 
2 13097 4.4%
 
1 10528 3.5%
 
3 8506 2.8%
 
5 6738 2.2%
 
4 5096 1.7%
 
9 4862 1.6%
 
6 4647 1.5%
 
Other values (1384) 43087 14.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 173582 57.9%
 
1 10528 3.5%
 
2 13097 4.4%
 
3 8506 2.8%
 
4 5096 1.7%
 

Maximum 5 values

ValueCountFrequency (%) 
2023 2 < 0.1%
 
2021 1 < 0.1%
 
2020 4 < 0.1%
 
2019 3 < 0.1%
 
2018 3 < 0.1%
 

var3
Numeric

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.4045133333
Minimum0
Maximum4
Zeros (%)64.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile1
Maximum4
Range4
Interquartile range1

Descriptive statistics

Standard deviation0.6326481096
Coef of variation1.56397344
Kurtosis7.158780588
Mean0.4045133333
MAD0.5228766314
Skewness2.132816872
Sum121354
Variance0.4002436306
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 3.5 4. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 193891 64.6%
 
1 97714 32.6%
 
2 3354 1.1%
 
3 3232 1.1%
 
4 1809 0.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 193891 64.6%
 
1 97714 32.6%
 
2 3354 1.1%
 
3 3232 1.1%
 
4 1809 0.6%
 

Maximum 5 values

ValueCountFrequency (%) 
4 1809 0.6%
 
3 3232 1.1%
 
2 3354 1.1%
 
1 97714 32.6%
 
0 193891 64.6%
 

var30
Constant

This variable is constant and should be ignored for analysis

Constant value.

var31
Numeric

Distinct count29
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.2935366667
Minimum0
Maximum28
Zeros (%)93.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum28
Range28
Interquartile range0

Descriptive statistics

Standard deviation1.69988113
Coef of variation5.791035068
Kurtosis86.90305391
Mean0.2935366667
MAD0.5485065292
Skewness8.435097261
Sum88061
Variance2.889595857
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=29)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 10.5 12.5 26.5 28. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 280292 93.4%
 
1 9885 3.3%
 
2 946 0.3%
 
5 914 0.3%
 
10 884 0.3%
 
6 877 0.3%
 
4 876 0.3%
 
7 855 0.3%
 
8 855 0.3%
 
9 839 0.3%
 
Other values (19) 2777 0.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 280292 93.4%
 
1 9885 3.3%
 
2 946 0.3%
 
3 822 0.3%
 
4 876 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
28 5 < 0.1%
 
27 2 < 0.1%
 
26 88 < 0.1%
 
25 87 < 0.1%
 
24 65 < 0.1%
 

var32
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
187880
1
112120
ValueCountFrequency (%) 
0 187880 62.6%
 
1 112120 37.4%
 

var33
Categorical

Distinct count6
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
other
272972
news_channel1
 
8285
news_channel2
 
6062
Other values (3)
 
12681
ValueCountFrequency (%) 
other 272972 91.0%
 
news_channel1 8285 2.8%
 
news_channel2 6062 2.0%
 
entertainment_channel1 5563 1.9%
 
entertainment_channel2 4904 1.6%
 
movie_channel1 2214 0.7%
 
Max length22
Mean length6.042136667
Min length5
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

var34
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Never
105758
Pending
104447
Active
48580
Other values (2)
41215
ValueCountFrequency (%) 
Never 105758 35.3%
 
Pending 104447 34.8%
 
Active 48580 16.2%
 
Inactive 34526 11.5%
 
Cancelled 6689 2.2%
 
Max length9
Mean length6.292693333
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

var35
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Standard
283150
CreditCard
 
10127
Electronic Transfer
 
6723
ValueCountFrequency (%) 
Standard 283150 94.4%
 
CreditCard 10127 3.4%
 
Electronic Transfer 6723 2.2%
 
Max length19
Mean length8.314023333
Min length8
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

var36
Categorical

Distinct count14
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Video/Internet
109287
Video/Internet/Voice
98173
Internet Only
63010
Other values (11)
29530
ValueCountFrequency (%) 
Video/Internet 109287 36.4%
 
Video/Internet/Voice 98173 32.7%
 
Internet Only 63010 21.0%
 
Video Only 9195 3.1%
 
Internet/Voice 8072 2.7%
 
Video/Internet/Voice/Homesecurity 5603 1.9%
 
Video/Internet/Homesecurity 5153 1.7%
 
Internet/Homesecurity 714 0.2%
 
Video/Voice 359 0.1%
 
Homesecurity Only 160 0.1%
 
Other values (4) 274 0.1%
 
Max length33
Mean length16.22913
Min length10
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

var37
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
N
295302
Y
 
4698
ValueCountFrequency (%) 
N 295302 98.4%
 
Y 4698 1.6%
 

var38
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Other
221433
Agent
65235
Self Service
 
13332
ValueCountFrequency (%) 
Other 221433 73.8%
 
Agent 65235 21.7%
 
Self Service 13332 4.4%
 
Max length12
Mean length5.31108
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

var39
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Single Housing
214838
Multi Housing
82374
Exclude mapping
 
2209
Other values (2)
 
579
ValueCountFrequency (%) 
Single Housing 214838 71.6%
 
Multi Housing 82374 27.5%
 
Exclude mapping 2209 0.7%
 
Other 310 0.1%
 
Commercial 269 0.1%
 
Max length15
Mean length13.71989667
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

var4
Numeric

Distinct count25157
Unique (%)8.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4893.003973
Minimum0
Maximum103192
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile75
Q1688
Median2161
Q35302
95-th percentile13584.05
Maximum103192
Range103192
Interquartile range4614

Descriptive statistics

Standard deviation10742.37634
Coef of variation2.195456289
Kurtosis33.86311868
Mean4893.003973
MAD4846.616666
Skewness5.49688504
Sum1467901192
Variance115398649.5
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000e+00 5.00000e-01 3.05000e+01 3.15000e+01 6.15000e+01 ... 1.54390e+04 2.51155e+04 8.03825e+04 8.43140e+04 1.03192e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
31 439 0.1%
 
62 432 0.1%
 
42 356 0.1%
 
32 355 0.1%
 
58 351 0.1%
 
36 349 0.1%
 
53 343 0.1%
 
39 339 0.1%
 
38 331 0.1%
 
44 330 0.1%
 
Other values (25147) 296375 98.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 84 < 0.1%
 
1 96 < 0.1%
 
2 80 < 0.1%
 
3 95 < 0.1%
 
4 85 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
103192 1 < 0.1%
 
103132 1 < 0.1%
 
103101 1 < 0.1%
 
103091 1 < 0.1%
 
103076 1 < 0.1%
 

var40
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
N
170475
Y
129525
ValueCountFrequency (%) 
N 170475 56.8%
 
Y 129525 43.2%
 

var5
Numeric

Distinct count21
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.5130933333
Minimum0
Maximum20
Zeros (%)86.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile3
Maximum20
Range20
Interquartile range0

Descriptive statistics

Standard deviation1.969463927
Coef of variation3.838412623
Kurtosis36.33028714
Mean0.5130933333
MAD0.8848841833
Skewness5.655220658
Sum153928
Variance3.878788161
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=21)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 6.5 13.5 17.5 19.5 20. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 258691 86.2%
 
1 16603 5.5%
 
2 5841 1.9%
 
3 5263 1.8%
 
4 5210 1.7%
 
6 801 0.3%
 
5 775 0.3%
 
12 763 0.3%
 
7 708 0.2%
 
11 703 0.2%
 
Other values (11) 4642 1.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 258691 86.2%
 
1 16603 5.5%
 
2 5841 1.9%
 
3 5263 1.8%
 
4 5210 1.7%
 

Maximum 5 values

ValueCountFrequency (%) 
20 110 < 0.1%
 
19 107 < 0.1%
 
18 126 < 0.1%
 
17 401 0.1%
 
16 399 0.1%
 

var6
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.039663333
Minimum0
Maximum9
Zeros (%)10.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q12
Median5
Q38
95-th percentile9
Maximum9
Range9
Interquartile range6

Descriptive statistics

Standard deviation2.933883464
Coef of variation0.5821586225
Kurtosis-1.18064035
Mean5.039663333
MAD2.529562411
Skewness-0.339797258
Sum1511899
Variance8.607672179
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
7 46985 15.7%
 
8 42404 14.1%
 
9 34852 11.6%
 
5 33110 11.0%
 
0 30269 10.1%
 
2 25329 8.4%
 
6 24754 8.3%
 
4 22605 7.5%
 
1 22062 7.4%
 
3 17630 5.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 30269 10.1%
 
1 22062 7.4%
 
2 25329 8.4%
 
3 17630 5.9%
 
4 22605 7.5%
 

Maximum 5 values

ValueCountFrequency (%) 
9 34852 11.6%
 
8 42404 14.1%
 
7 46985 15.7%
 
6 24754 8.3%
 
5 33110 11.0%
 

var7
Numeric

Distinct count105
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.24254
Minimum0
Maximum104
Zeros (%)77.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile14
Maximum104
Range104
Interquartile range0

Descriptive statistics

Standard deviation8.078041751
Coef of variation3.602184019
Kurtosis48.05825317
Mean2.24254
MAD3.657497077
Skewness6.141514161
Sum672762
Variance65.25475853
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 4.5 5.5 19.5 47.5 58.5 104. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 231090 77.0%
 
1 23617 7.9%
 
5 5239 1.7%
 
2 4333 1.4%
 
4 4173 1.4%
 
3 4136 1.4%
 
9 1437 0.5%
 
15 1419 0.5%
 
17 1411 0.5%
 
7 1407 0.5%
 
Other values (95) 21738 7.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 231090 77.0%
 
1 23617 7.9%
 
2 4333 1.4%
 
3 4136 1.4%
 
4 4173 1.4%
 

Maximum 5 values

ValueCountFrequency (%) 
104 20 < 0.1%
 
103 17 < 0.1%
 
102 22 < 0.1%
 
101 20 < 0.1%
 
100 31 < 0.1%
 

var8
Numeric

Distinct count853
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean25.50675667
Minimum0
Maximum1783
Zeros (%)37.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median3
Q320
95-th percentile95
Maximum1783
Range1783
Interquartile range20

Descriptive statistics

Standard deviation81.53555295
Coef of variation3.196625663
Kurtosis48.77571722
Mean25.50675667
MAD34.11656982
Skewness6.204837964
Sum7652027
Variance6648.046395
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 2.500e+00 3.500e+00 4.500e+00 ... 3.095e+02 5.885e+02 7.145e+02 7.995e+02 1.783e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 112949 37.6%
 
5 15842 5.3%
 
2 14650 4.9%
 
1 14566 4.9%
 
3 13923 4.6%
 
4 10771 3.6%
 
8 9127 3.0%
 
7 5851 2.0%
 
6 5778 1.9%
 
27 5339 1.8%
 
Other values (843) 91204 30.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 112949 37.6%
 
1 14566 4.9%
 
2 14650 4.9%
 
3 13923 4.6%
 
4 10771 3.6%
 

Maximum 5 values

ValueCountFrequency (%) 
1783 2 < 0.1%
 
1762 1 < 0.1%
 
1744 1 < 0.1%
 
1722 1 < 0.1%
 
1711 1 < 0.1%
 

var9
Numeric

Distinct count219914
Unique (%)73.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean320537.7138
Minimum0
Maximum1950000
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile83006.9
Q1162816
Median262081.5
Q3349640.25
95-th percentile861220.2
Maximum1950000
Range1950000
Interquartile range186824.25

Descriptive statistics

Standard deviation264835.4714
Coef of variation0.8262225006
Kurtosis10.86470546
Mean320537.7138
MAD164809.9089
Skewness2.887480538
Sum9.616131413e+10
Variance7.013782692e+10
Memory size2.3 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 41361. 56430. 77735.5 92165. ... 402799. 496530. 519865.5 1042839. 1950000. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
227195 8 < 0.1%
 
242021 8 < 0.1%
 
255025 7 < 0.1%
 
164535 7 < 0.1%
 
234687 7 < 0.1%
 
231394 7 < 0.1%
 
294769 7 < 0.1%
 
238484 7 < 0.1%
 
292639 7 < 0.1%
 
273415 6 < 0.1%
 
Other values (219904) 299929 > 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 < 0.1%
 
1 1 < 0.1%
 
14 1 < 0.1%
 
24 1 < 0.1%
 
32 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1950000 1 < 0.1%
 
1949942 1 < 0.1%
 
1949758 1 < 0.1%
 
1949678 1 < 0.1%
 
1949670 1 < 0.1%
 

Correlations

Missing values

Sample

First rows

cust_idself_service_platformvar1var10var11var12var13var14var15var16var2var21var22var23var24var25var26var27var28var29var3var30var31var32var33var34var35var36var37var38var39var4var40var5var6var7var8var9
0100001.0Desktop2667.00.00.0109.0447.00.0161.00.00.09.085287.027.00.00.04.0153.00.00.00.0.0.00.0otherInactiveStandardVideo/Internet/VoiceNOtherSingle Housing1768.0N0.04.00.02.0291016.0
1100002.0Desktop435.00.00.017.0135.00.034.00.00.04.060868.04.00.00.01.074.00.00.00.0.0.00.0otherNeverStandardVideo/InternetNOtherSingle Housing515.0N0.03.00.00.0137667.0
2100003.0Desktop1520.00.00.0120.0453.00.0112.00.00.010.092324.026.00.00.05.0133.00.00.00.0.0.00.0otherInactiveStandardVideo/Internet/VoiceNAgentSingle Housing2280.0Y0.06.00.04.0301567.0
3100004.0Desktop4393.01.00.0726.0797.01.0266.00.00.033.0117785.071.020.00.011.0208.08.010.01.0.0.01.0otherActiveStandardInternet OnlyNOtherSingle Housing5731.0N0.08.01.027.0436735.0
4100005.0STB3587.00.00.0237.0614.00.0166.00.00.015.0100083.046.033.00.06.0155.00.01.00.0.0.00.0movie_channel1NeverStandardInternet OnlyNOtherMulti Housing2493.0N0.07.00.07.0314970.0
5100006.0Mobile App1071.01.00.0655.0694.01.0159.00.00.045.089112.078.07.00.018.0186.011.010.01.0.0.01.0otherActiveStandardInternet/VoiceYOtherSingle Housing6840.0Y0.08.00.033.0345363.0
6100007.0Desktop3079.00.00.0268.0614.00.0191.00.00.019.0103460.047.030.00.06.0169.00.02.00.0.0.00.0otherNeverStandardVideo/Internet/VoiceNAgentExclude mapping3105.0N0.07.00.07.0331691.0
7100008.0STB1529.011.00.0772.0646.01.0313.00.00.029.071513.069.03.00.08.0209.09.011.01.0.0.01.0otherPendingStandardVideo/InternetNSelf ServiceSingle Housing7506.0Y1.03.00.053.0244942.0
8100009.0Mobile App95.00.00.00.025.00.02.00.00.00.026467.00.00.00.01.033.00.00.00.0.0.00.0entertainment_channel1PendingStandardVideo/InternetNOtherSingle Housing84.0N0.00.00.00.060845.0
9100010.0Desktop7784.01.00.0965.0983.01.0353.00.00.035.0134331.075.021.00.014.0215.010.010.01.0.0.01.0otherPendingStandardVideo/InternetNOtherSingle Housing5899.0N1.09.02.030.0507727.0

Last rows

cust_idself_service_platformvar1var10var11var12var13var14var15var16var2var21var22var23var24var25var26var27var28var29var3var30var31var32var33var34var35var36var37var38var39var4var40var5var6var7var8var9
299990399991.0Desktop12112.02.01.01989.01414.01.0464.01.00.061.0201678.096.029.01.015.0232.016.012.01.0.1.01.0news_channel2NeverStandardVideo/InternetNOtherSingle Housing11063.0Y4.09.019.062.0616938.0
299991399992.0Desktop1808.00.00.0209.0511.00.0109.00.00.012.088084.033.01.00.05.0124.00.00.00.0.0.00.0otherInactiveStandardInternet OnlyNAgentSingle Housing2001.0Y0.07.00.00.0244607.0
299992399993.0Desktop9753.02.01.01627.01047.01.0532.01.00.064.0152939.089.041.01.031.0229.026.011.01.0.0.01.0otherCancelledStandardInternet OnlyNOtherSingle Housing9228.0Y1.09.05.042.0659842.0
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